Evidence map›Paper›PMID 42010023›Full record

ArticleStress biology2026

Metabolomic profiling of blood from Nellore and Angus cattle under heat stress.

Gabriele Rocchetti, Michela Errico, Emanuele Capra, Marco Milanesi, Giulia Fappani, Jose Fernando Garcia, Guilherme de Paula Nogueira, Yuri Tani Utsunomiya, Luigi Lucini, Ana Maria Perez OBrien and 1 more

Abstract read
In one paragraph

Article in Stress biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Gabriele RocchettiDepartment of Animal Science, Food and Nutrition, Università Cattolica del Sacro Cuore, Via Emilia Parmense 84, Piacenza, 29122, Italy. gabriele.rocchetti@unicatt.it.ORCID http://orcid.org/0000-0003-3488-4513
Michela ErricoDepartment of Animal Science, Food and Nutrition, Università Cattolica del Sacro Cuore, Via Emilia Parmense 84, Piacenza, 29122, Italy.
Emanuele CapraInstitute of Agricultural Biology and Biotechnology (IBBA), National Research Council (CNR), Lodi, 26900, Italy.
Marco MilanesiDepartment of Animal Science, Food and Nutrition, Università Cattolica del Sacro Cuore, Via Emilia Parmense 84, Piacenza, 29122, Italy.
Giulia FappaniDepartment of Animal Science, Food and Nutrition, Università Cattolica del Sacro Cuore, Via Emilia Parmense 84, Piacenza, 29122, Italy.
Jose Fernando GarciaDepartment of Production and Animal Health, School of Veterinary Medicine, Araçatuba, São Paulo State University (UNESP), Araçatuba, Brazil.
Guilherme de Paula NogueiraDepartment of Production and Animal Health, School of Veterinary Medicine, Araçatuba, São Paulo State University (UNESP), Araçatuba, Brazil.
Yuri Tani UtsunomiyaDepartment of Production and Animal Health, School of Veterinary Medicine, Araçatuba, São Paulo State University (UNESP), Araçatuba, Brazil.
Luigi LuciniDepartment for Sustainable Food Process (DiSTAS), Università Cattolica del Sacro Cuore, Via Emilia Parmense 84, Piacenza, 29122, Italy.
Ana Maria Perez OBrienAgropartners Consulting, Rua Floriano Peixoto 120, Araçatuba, 1601020, Brazil.
Paolo Ajmone MarsanDepartment of Animal Science, Food and Nutrition, Università Cattolica del Sacro Cuore, Via Emilia Parmense 84, Piacenza, 29122, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Heat stress (HS) negatively affects cattle welfare, productivity, and sustainability, with marked differences between heat-tolerant breeds such as Nellore and heat-susceptible breeds such as Angus. In this study, an untargeted UHPLC-Orbitrap-MS metabolomic approach was used to investigate breed-specific differences in the blood metabolome associated with HS. Blood samples were collected from the same Nellore and Angus steers during peak HS exposure and after recovery, allowing both inter-breed and within-animal longitudinal comparisons. Multivariate analyses revealed a clear metabolic divergence between breeds during the challenge period, involving metabolites related to amino acid metabolism, lipid remodeling, energy pathways, and steroid metabolism. Longitudinal analyses accounting for repeated measures showed pronounced breed-specific metabolic responses. Nellore cattle displayed extensive and statistically robust metabolic changes across phases, with 114 metabolites remaining significant after false discovery rate (FDR) correction, including amino acids and peptides, nucleotide derivatives, carbohydrates, acyl-carnitines, steroids, and tetrapyrrole-related compounds. In contrast, Angus cattle showed only a limited number of FDR-significant metabolites, indicating a less consistent systemic response to HS. Pathway analysis identified porphyrin, purine, and pyrimidine metabolism as key pathways modulated by HS, particularly in Nellore cattle. Overall, these results suggest that heat tolerance is associated with coordinated metabolic adaptations rather than isolated metabolite changes. Further studies on larger cohorts are needed to validate the functional relevance of these findings.

Indexed as

BiomarkersCattleDNA methylationIntegrative omicsPhospholipidsPurines metabolismThermotolerance

Identifiers

PMID42010023
PMCPMC13096380

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.